{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "efe023b8",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 主讲：许智超 </font>\n",
    "\n",
    "<font color=gray size=4> week06 : 数据实践-liepin </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41c6c684",
   "metadata": {},
   "source": [
    "# 上周内容\n",
    "\n",
    "## 数据整理\n",
    "> 1. 创建表数据结构\n",
    "> 1. 检查数据基本特征\n",
    "## 数据挖掘\n",
    "> 1. 数据分析\n",
    "> 1. 数据结论\n",
    "## 数据存储\n",
    "> 1. 批量化导出数据\n",
    "\n",
    "\n",
    "# 本周内容（动态加载页面）\n",
    "\n",
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "3a7df54c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'chatted': False, 'recruiterName': '徐女士', 'recruiterTitle': '人事行政经理', 'recruiterId': 'e27428a84e155db6cb41cd1ccd3c908b', 'imId': '6535ae399139ebe6df514c63e89fb1b8', 'imUserType': '2', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataParams': '{\"jobId\":\"56221199\",\"userId\":\"e27428a84e155db6cb41cd1ccd3c908b\",\"jobKind\":\"2\",\"recruiterName\":\"徐女士\",\"imId\":\"6535ae399139ebe6df514c63e89fb1b8\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2256221199%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '其他', 'compIndustry': '食品/饮料/酒水', 'compName': '昂旭(上海)贸易有限公司', 'compId': 13425031, 'compLogo': '63ef2ec7a433107cbfe245ac01u.png', 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/13425031/'}}, {'job': {'labels': ['.NET', 'SystemVerilog', 'ES5', 'ECMAScript 6', 'ECMAScript'], 'jobId': '55397811', 'jobKind': '2', 'topJob': False, 'refreshTime': '20230330082812', 'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理', 'salary': '薪资面议', 'dq': '上海-浦东新区', 'link': 'https://www.liepin.com/job/1955397811.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'chatted': False, 'recruiterName': '陈女士', 'recruiterTitle': '招聘经理', 'recruiterId': '82b656079372824a4b73c7d29c43d41f', 'imId': '3af8fdebe74dbbbe76f5ec2df67915bd', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': '{\"jobId\":\"55397811\",\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2255397811%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compIndustry': '整车制造', 'compName': '戴姆勒／梅赛德斯－奔驰', 'compId': 8494044, 'compLogo': '592e7a9b70320c7ee19b9c4c04a.jpg', 'compScale': '10000人以上', 'link': 'https://www.liepin.com/company/8494044/'}}, {'job': {'labels': ['SaaS系统'], 'jobId': '55701661', 'jobKind': '2', 'topJob': False, 'refreshTime': '20230327135028', 'title': 'Product Manager(CRM) 产品经理', 'salary': '20-40k', 'dq': '上海-静安区', 'link': 'https://www.liepin.com/job/1955701661.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'chatted': False, 'recruiterName': '白女士', 'recruiterTitle': 'Talent Partner', 'recruiterId': '6a77933d13f747d05e6b925786705a3c', 'imId': 'd2d1b8fb216557be160bef405ccde8ba', 'imUserType': '2', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"jobId\":\"55701661\",\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"jobKind\":\"2\",\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2255701661%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '其他股票市场上市', 'compIndustry': '计算机软件', 'compName': '维我软件', 'compId': 8062928, 'compLogo': '5bfea42f74719d2aa34cad5a03a.png', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/8062928/'}}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'totalCounts': 807, 'currentPage': 0, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "28a50dd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "afc6c488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobId\":\"57342305\",\"userId\":\"46116762057dd116...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257342305%22%2C%22jobKind%2...</td>\n",
       "      <td>[产品策划]</td>\n",
       "      <td>57342305</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20230328110905</td>\n",
       "      <td>安全业务产品策划</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>...</td>\n",
       "      <td>3c0c7770c3ce079302f523e94e784db2</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>上海恒联网络有限公司</td>\n",
       "      <td>7882774.0</td>\n",
       "      <td>5cec9752501544662c83efd102u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/7882774/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobId\":\"50626893\",\"userId\":\"1d1306af21a992d8...</td>\n",
       "      <td>%7B%22jobId%22%3A%2250626893%22%2C%22jobKind%2...</td>\n",
       "      <td>[产品规划, 创新能力, 策划能力, 项目管理能力]</td>\n",
       "      <td>50626893</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20230228173210</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>610f311598231391e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>595f31937032648741b616b905a.png</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>优谷朗读</td>\n",
       "      <td>9261638.0</td>\n",
       "      <td>62567f498e9e614d7d6d83c506u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9261638/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"48420133\",\"userId\":\"43189bc948a12da6...</td>\n",
       "      <td>%7B%22jobId%22%3A%2248420133%22%2C%22jobKind%2...</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>48420133</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20230331081536</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>10-16k</td>\n",
       "      <td>郑州-管城区</td>\n",
       "      <td>...</td>\n",
       "      <td>1b9fee2be48071bc67fc8e340d78b544</td>\n",
       "      <td>2</td>\n",
       "      <td>626a06ac2e55a3764145526b03u.png</td>\n",
       "      <td>工业自动化</td>\n",
       "      <td>郑煤机数耘科技</td>\n",
       "      <td>13123087.0</td>\n",
       "      <td>626a0b7297ade715722a9cd803u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13123087/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobId\":\"56500125\",\"userId\":\"e26b3b71749bfd54...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256500125%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56500125</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230227110017</td>\n",
       "      <td>Product Manager SUV 产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>...</td>\n",
       "      <td>6bf7c8d0afceed76ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>北京梅赛德斯奔驰销售服务有限公司</td>\n",
       "      <td>8621016.0</td>\n",
       "      <td>5bfea4c274719d2aa34cc8c303a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8621016/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobId\":\"55659871\",\"userId\":\"18d91c08495a8eb4...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255659871%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>55659871</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230131134221</td>\n",
       "      <td>Senior Product Manager-高级产品经理</td>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>...</td>\n",
       "      <td>a56b7700cffa549f5ccdf9963d70cb82</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>Monotype</td>\n",
       "      <td>12166219.0</td>\n",
       "      <td>5e6cd41d37483e328d58d03f07u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/12166219/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...</td>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230330103334</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobId\":\"56472625\",\"userId\":\"1e0168f7bd79f761...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256472625%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56472625</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230224181052</td>\n",
       "      <td>Product Manager/ 产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>...</td>\n",
       "      <td>59d5771eff4f401fad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>新闻和出版业</td>\n",
       "      <td>励德爱思唯尔信息技术(北京)有限公司</td>\n",
       "      <td>8485003.0</td>\n",
       "      <td>6152bdf0573d7424a46f696a01u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8485003/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobId\":\"36908035\",\"userId\":\"d4be0c7af21e6220...</td>\n",
       "      <td>%7B%22jobId%22%3A%2236908035%22%2C%22jobKind%2...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>36908035</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>深圳</td>\n",
       "      <td>...</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobId\":\"45447327\",\"userId\":\"3ebcddd9b3193cea...</td>\n",
       "      <td>%7B%22jobId%22%3A%2245447327%22%2C%22jobKind%2...</td>\n",
       "      <td>[商业产品, 计算机软件, 需求分析, 需求说明]</td>\n",
       "      <td>45447327</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221222105858</td>\n",
       "      <td>Product Manager / 产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>成都</td>\n",
       "      <td>...</td>\n",
       "      <td>05e66dde1f5469778fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维塔士</td>\n",
       "      <td>3215924.0</td>\n",
       "      <td>5bfe9a0f74719df0ac99c18d03a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/3215924/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobId\":\"51919855\",\"userId\":\"4cc99b91848b506e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2251919855%22%2C%22jobKind%2...</td>\n",
       "      <td>[工业互联网, Axure, 产品优化, 用户研究, Xmind, Visio, 产品规划,...</td>\n",
       "      <td>51919855</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331090207</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>...</td>\n",
       "      <td>fadc54c0e7012cbecf3b784bbdf4fe53</td>\n",
       "      <td>2</td>\n",
       "      <td>6217570e01e216439725fb8808u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>南京天洑软件有限公司</td>\n",
       "      <td>7945005.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/7945005/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobId\":\"43688015\",\"userId\":\"a39e65ec739c49f5...</td>\n",
       "      <td>%7B%22jobId%22%3A%2243688015%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43688015</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230221110513</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>20-22k·14薪</td>\n",
       "      <td>南京</td>\n",
       "      <td>...</td>\n",
       "      <td>9418ebe85ff332046042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>54d0c343712e13549ab2b96701a.jpg</td>\n",
       "      <td>家电</td>\n",
       "      <td>某国内大型家具家电公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobId\":\"48531427\",\"userId\":\"3d38444cf16082b8...</td>\n",
       "      <td>%7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>48531427</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221014084325</td>\n",
       "      <td>区域产品经理 Regional Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>...</td>\n",
       "      <td>993247f23540bc9a1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>5bfe961b74719df0ac98f54d03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobId\":\"42798049\",\"userId\":\"9856b42059af30c2...</td>\n",
       "      <td>%7B%22jobId%22%3A%2242798049%22%2C%22jobKind%2...</td>\n",
       "      <td>[to B, 产品规划, 需求分析, 用户研究, 市场调研, 电子/半导体/集成电路, 汽车...</td>\n",
       "      <td>42798049</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328143308</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>苏州</td>\n",
       "      <td>...</td>\n",
       "      <td>fe3fbc4d94ca635e0eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>63999371594b4a36d28791d808u.png</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>某国内金属制品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobId\":\"28814467\",\"userId\":\"268b78cf04b4cef2...</td>\n",
       "      <td>%7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>28814467</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20200601161000</td>\n",
       "      <td>Product Manager (产品经理)</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>...</td>\n",
       "      <td>7ac9225ebe147c72937a45d7910778f0</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobId\":\"56111795\",\"userId\":\"8f284c43fe53e019...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256111795%22%2C%22jobKind%2...</td>\n",
       "      <td>[计算机软件, 工业互联网, 产品设计, 团队管理, 需求分析, 产品规划, 原型设计, 用...</td>\n",
       "      <td>56111795</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230215084722</td>\n",
       "      <td>数字化高级产品经理 (MJ013569)</td>\n",
       "      <td>30-40k·15薪</td>\n",
       "      <td>宁德</td>\n",
       "      <td>...</td>\n",
       "      <td>699d7ce64c29deff67766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>新能源</td>\n",
       "      <td>宁德时代</td>\n",
       "      <td>8768998.0</td>\n",
       "      <td>607e80f5177c9d01e71b508a06u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8768998/</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobId\":\"38464227\",\"userId\":\"0bf0722094c925ae...</td>\n",
       "      <td>%7B%22jobId%22%3A%2238464227%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>38464227</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331095035</td>\n",
       "      <td>PM产品经理（移远/模块）</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>...</td>\n",
       "      <td>c7641a69cf38dca278f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobId\":\"47207445\",\"userId\":\"6a77933d13f747d0...</td>\n",
       "      <td>%7B%22jobId%22%3A%2247207445%22%2C%22jobKind%2...</td>\n",
       "      <td>[SaaS软件, CRM产品, to B]</td>\n",
       "      <td>47207445</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327105053</td>\n",
       "      <td>Product Manager产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>...</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobId\":\"32526369\",\"userId\":\"c2a29033a4fe8255...</td>\n",
       "      <td>%7B%22jobId%22%3A%2232526369%22%2C%22jobKind%2...</td>\n",
       "      <td>[竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]</td>\n",
       "      <td>32526369</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328152716</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>深圳</td>\n",
       "      <td>...</td>\n",
       "      <td>c5a554bd369f7ddac0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>60bef91a67e2645716093e3606u.png</td>\n",
       "      <td>新能源</td>\n",
       "      <td>Sun King</td>\n",
       "      <td>8925182.0</td>\n",
       "      <td>62df95e5f56e4b709a9a235203u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8925182/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobId\":\"57350125\",\"userId\":\"9683a93a622d7c79...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257350125%22%2C%22jobKind%2...</td>\n",
       "      <td>[电子商务, 批发/零售, 消费品, 需求分析, 产品设计, 团队管理, 产品规划, 流程设...</td>\n",
       "      <td>57350125</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328141102</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>c51748c8e2a807e636d8c7038f74fcb7</td>\n",
       "      <td>2</td>\n",
       "      <td>612ee8409642e05302411cb105u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>舒客电商</td>\n",
       "      <td>10038835.0</td>\n",
       "      <td>5ff410cdbebf7311a41e70d804u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10038835/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobId\":\"57412751\",\"userId\":\"c379cb1f3a40cf79...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257412751%22%2C%22jobKind%2...</td>\n",
       "      <td>[证券业]</td>\n",
       "      <td>57412751</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230330101712</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>武汉-江夏区</td>\n",
       "      <td>...</td>\n",
       "      <td>3300d489fac6571a9b730e23f2bd8f83</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>东高(北京)科技有限公司</td>\n",
       "      <td>10071719.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/10071719/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobId\":\"57157065\",\"userId\":\"d63f4978d5082c5a...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257157065%22%2C%22jobKind%2...</td>\n",
       "      <td>[画像产品, 工具产品, 消费品, 产品规划, 用户研究]</td>\n",
       "      <td>57157065</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321153153</td>\n",
       "      <td>高级产品经理PM（英语口语好）</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>...</td>\n",
       "      <td>598e3261a17f043a9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>合元集团</td>\n",
       "      <td>852976.0</td>\n",
       "      <td>63f85894ae8ec6724b67f42d03u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/852976/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobId\":\"49536051\",\"userId\":\"5a4c262d8885e994...</td>\n",
       "      <td>%7B%22jobId%22%3A%2249536051%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>49536051</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220928101855</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>14-18k</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>...</td>\n",
       "      <td>ce7ccd785f8b8d8845913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>拉面说</td>\n",
       "      <td>9705876.0</td>\n",
       "      <td>613183e794a50f4ab32610ff01u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9705876/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobId\":\"52142081\",\"userId\":\"e72091f3abe98086...</td>\n",
       "      <td>%7B%22jobId%22%3A%2252142081%22%2C%22jobKind%2...</td>\n",
       "      <td>[硬件产品规划]</td>\n",
       "      <td>52142081</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230317164333</td>\n",
       "      <td>Regional Product Manager (产品经理)</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>...</td>\n",
       "      <td>c7919f0e6419a916db286ab5a8a082c5</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>莫仕连接器(成都)有限公司</td>\n",
       "      <td>12148213.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/12148213/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobId\":\"56286627\",\"userId\":\"6ba963bf320d184d...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256286627%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...</td>\n",
       "      <td>56286627</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180201</td>\n",
       "      <td>产品经理(移动)（PM0001） (职位编号：PM0001)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>上海</td>\n",
       "      <td>...</td>\n",
       "      <td>7aa0d8a46d39fb2b62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>5a9f63498e509036ebf34f6d06a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>万得</td>\n",
       "      <td>8055349.0</td>\n",
       "      <td>5bfe9ac074719df0ac99e43003a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8055349/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobId\":\"56742421\",\"userId\":\"c680de1a3cee3bf0...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256742421%22%2C%22jobKind%2...</td>\n",
       "      <td>[电商产品经理  ]</td>\n",
       "      <td>56742421</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230307093916</td>\n",
       "      <td>Product Manager 资深电商产品经理</td>\n",
       "      <td>22-50k</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>...</td>\n",
       "      <td>cd4881a0ca4e72908868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>6221c7f64c56d92afb77eebe03u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>六合新创科技</td>\n",
       "      <td>12250069.0</td>\n",
       "      <td>6221b9742a9c1049a9a3e8b802u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/12250069/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobId\":\"53550065\",\"userId\":\"bd41282741832b49...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253550065%22%2C%22jobKind%2...</td>\n",
       "      <td>[数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...</td>\n",
       "      <td>53550065</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230215210109</td>\n",
       "      <td>产品经理（PM模块）</td>\n",
       "      <td>11-18k</td>\n",
       "      <td>嘉兴-海盐县</td>\n",
       "      <td>...</td>\n",
       "      <td>273743b73b8b405cb8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>6384709c34e8df2c1c647dda07u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>杭州致成电子科技有限公司</td>\n",
       "      <td>9655065.0</td>\n",
       "      <td>5bfe969774719df0ac990e4e03a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/9655065/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobId\":\"56729675\",\"userId\":\"1a8d134495ec642f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256729675%22%2C%22jobKind%2...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]</td>\n",
       "      <td>56729675</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327111654</td>\n",
       "      <td>Regional Product Manager Cranes APAC 亚太区随车吊产品经理</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>南通</td>\n",
       "      <td>...</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>三一帕尔菲格特种车辆装备有限公司</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>5fb5c993b1d9242a23ea315003u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobId\":\"57353437\",\"userId\":\"1a8d134495ec642f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257353437%22%2C%22jobKind%2...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]</td>\n",
       "      <td>57353437</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328145753</td>\n",
       "      <td>Regional Product Manager Cranes APAC   亚太区随车吊产品经理</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>南通</td>\n",
       "      <td>...</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>三一帕尔菲格特种车辆装备有限公司</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>5fb5c993b1d9242a23ea315003u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobId\":\"44022163\",\"userId\":\"c204e12c186b70d5...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244022163%22%2C%22jobKind%2...</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td>44022163</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20211018102103</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>13-18k·13薪</td>\n",
       "      <td>深圳</td>\n",
       "      <td>...</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>BroadLink</td>\n",
       "      <td>10047697.0</td>\n",
       "      <td>6163dc033df70d56f3b601a406u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobId\":\"44892841\",\"userId\":\"353e506e435b9811...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244892841%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44892841</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331091626</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-22k·15薪</td>\n",
       "      <td>天津</td>\n",
       "      <td>...</td>\n",
       "      <td>7e851e39422316a9c051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>6124674cfeab1239c90f01d601u.png</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobId\":\"55089575\",\"userId\":\"64ad619618d438cf...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255089575%22%2C%22jobKind%2...</td>\n",
       "      <td>[to G]</td>\n",
       "      <td>55089575</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230309162850</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>...</td>\n",
       "      <td>67300386979fa3d6d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>范德兰德</td>\n",
       "      <td>7978881.0</td>\n",
       "      <td>5bfe9fae74719d2aa34bd17803a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7978881/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobId\":\"43958071\",\"userId\":\"612c11dd210e0464...</td>\n",
       "      <td>%7B%22jobId%22%3A%2243958071%22%2C%22jobKind%2...</td>\n",
       "      <td>[渠道销售, 市场洞察, 团队管理, 销售管理]</td>\n",
       "      <td>43958071</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221019104805</td>\n",
       "      <td>产品副经理 Associate Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>...</td>\n",
       "      <td>5d3352a2d7afe5e267766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>北京微仙医疗科技有限公司</td>\n",
       "      <td>12526719.0</td>\n",
       "      <td>6046e1f3b894721491d45d8f07u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12526719/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobId\":\"53637209\",\"userId\":\"efd682ffb2d75c5f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253637209%22%2C%22jobKind%2...</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>53637209</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328095910</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>...</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobId\":\"53370887\",\"userId\":\"b69fd5c36585947f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253370887%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>53370887</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221025183735</td>\n",
       "      <td>Product manager for digitalization工业数字化产品经理（南京...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>...</td>\n",
       "      <td>4164f33d00e1d78a351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>工业自动化</td>\n",
       "      <td>西门子</td>\n",
       "      <td>33708.0</td>\n",
       "      <td>5bfea48674719d2aa34cbda703a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/33708/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobId\":\"53637169\",\"userId\":\"efd682ffb2d75c5f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253637169%22%2C%22jobKind%2...</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>53637169</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328095858</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>...</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"55701663\",\"userId\":\"6a77933d13f747d0...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255701663%22%2C%22jobKind%2...</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>55701663</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327135019</td>\n",
       "      <td>Product Manager(CRM) 产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>...</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"49370351\",\"userId\":\"243d415a12abad30...</td>\n",
       "      <td>%7B%22jobId%22%3A%2249370351%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>49370351</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230213205509</td>\n",
       "      <td>产品经理/digtal product manager</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td>...</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>沃尔沃汽车中国</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>61dbbbc46f9486679feb36c205u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"56221199\",\"userId\":\"e27428a84e155db6...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256221199%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56221199</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230217162717</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>...</td>\n",
       "      <td>6535ae399139ebe6df514c63e89fb1b8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>昂旭(上海)贸易有限公司</td>\n",
       "      <td>13425031.0</td>\n",
       "      <td>63ef2ec7a433107cbfe245ac01u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13425031/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"55397811\",\"userId\":\"82b656079372824a...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255397811%22%2C%22jobKind%2...</td>\n",
       "      <td>[.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...</td>\n",
       "      <td>55397811</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230330082812</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>...</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"55701661\",\"userId\":\"6a77933d13f747d0...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255701661%22%2C%22jobKind%2...</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>55701661</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327135028</td>\n",
       "      <td>Product Manager(CRM) 产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>...</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"57342305\",\"userId\":\"46116762057dd116...   \n",
       "1   {\"jobId\":\"50626893\",\"userId\":\"1d1306af21a992d8...   \n",
       "2   {\"jobId\":\"48420133\",\"userId\":\"43189bc948a12da6...   \n",
       "3   {\"jobId\":\"56500125\",\"userId\":\"e26b3b71749bfd54...   \n",
       "4   {\"jobId\":\"55659871\",\"userId\":\"18d91c08495a8eb4...   \n",
       "5   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       "6   {\"jobId\":\"56472625\",\"userId\":\"1e0168f7bd79f761...   \n",
       "7   {\"jobId\":\"36908035\",\"userId\":\"d4be0c7af21e6220...   \n",
       "8   {\"jobId\":\"45447327\",\"userId\":\"3ebcddd9b3193cea...   \n",
       "9   {\"jobId\":\"51919855\",\"userId\":\"4cc99b91848b506e...   \n",
       "10  {\"jobId\":\"43688015\",\"userId\":\"a39e65ec739c49f5...   \n",
       "11  {\"jobId\":\"48531427\",\"userId\":\"3d38444cf16082b8...   \n",
       "12  {\"jobId\":\"42798049\",\"userId\":\"9856b42059af30c2...   \n",
       "13  {\"jobId\":\"28814467\",\"userId\":\"268b78cf04b4cef2...   \n",
       "14  {\"jobId\":\"56111795\",\"userId\":\"8f284c43fe53e019...   \n",
       "15  {\"jobId\":\"38464227\",\"userId\":\"0bf0722094c925ae...   \n",
       "16  {\"jobId\":\"47207445\",\"userId\":\"6a77933d13f747d0...   \n",
       "17  {\"jobId\":\"32526369\",\"userId\":\"c2a29033a4fe8255...   \n",
       "18  {\"jobId\":\"57350125\",\"userId\":\"9683a93a622d7c79...   \n",
       "19  {\"jobId\":\"57412751\",\"userId\":\"c379cb1f3a40cf79...   \n",
       "20  {\"jobId\":\"57157065\",\"userId\":\"d63f4978d5082c5a...   \n",
       "21  {\"jobId\":\"49536051\",\"userId\":\"5a4c262d8885e994...   \n",
       "22  {\"jobId\":\"52142081\",\"userId\":\"e72091f3abe98086...   \n",
       "23  {\"jobId\":\"56286627\",\"userId\":\"6ba963bf320d184d...   \n",
       "24  {\"jobId\":\"56742421\",\"userId\":\"c680de1a3cee3bf0...   \n",
       "25  {\"jobId\":\"53550065\",\"userId\":\"bd41282741832b49...   \n",
       "26  {\"jobId\":\"56729675\",\"userId\":\"1a8d134495ec642f...   \n",
       "27  {\"jobId\":\"57353437\",\"userId\":\"1a8d134495ec642f...   \n",
       "28  {\"jobId\":\"44022163\",\"userId\":\"c204e12c186b70d5...   \n",
       "29  {\"jobId\":\"44892841\",\"userId\":\"353e506e435b9811...   \n",
       "30  {\"jobId\":\"55089575\",\"userId\":\"64ad619618d438cf...   \n",
       "31  {\"jobId\":\"43958071\",\"userId\":\"612c11dd210e0464...   \n",
       "32  {\"jobId\":\"53637209\",\"userId\":\"efd682ffb2d75c5f...   \n",
       "33  {\"jobId\":\"53370887\",\"userId\":\"b69fd5c36585947f...   \n",
       "34  {\"jobId\":\"53637169\",\"userId\":\"efd682ffb2d75c5f...   \n",
       "35  {\"jobId\":\"55701663\",\"userId\":\"6a77933d13f747d0...   \n",
       "36  {\"jobId\":\"49370351\",\"userId\":\"243d415a12abad30...   \n",
       "37  {\"jobId\":\"56221199\",\"userId\":\"e27428a84e155db6...   \n",
       "38  {\"jobId\":\"55397811\",\"userId\":\"82b656079372824a...   \n",
       "39  {\"jobId\":\"55701661\",\"userId\":\"6a77933d13f747d0...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2257342305%22%2C%22jobKind%2...   \n",
       "1   %7B%22jobId%22%3A%2250626893%22%2C%22jobKind%2...   \n",
       "2   %7B%22jobId%22%3A%2248420133%22%2C%22jobKind%2...   \n",
       "3   %7B%22jobId%22%3A%2256500125%22%2C%22jobKind%2...   \n",
       "4   %7B%22jobId%22%3A%2255659871%22%2C%22jobKind%2...   \n",
       "5   %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       "6   %7B%22jobId%22%3A%2256472625%22%2C%22jobKind%2...   \n",
       "7   %7B%22jobId%22%3A%2236908035%22%2C%22jobKind%2...   \n",
       "8   %7B%22jobId%22%3A%2245447327%22%2C%22jobKind%2...   \n",
       "9   %7B%22jobId%22%3A%2251919855%22%2C%22jobKind%2...   \n",
       "10  %7B%22jobId%22%3A%2243688015%22%2C%22jobKind%2...   \n",
       "11  %7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...   \n",
       "12  %7B%22jobId%22%3A%2242798049%22%2C%22jobKind%2...   \n",
       "13  %7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...   \n",
       "14  %7B%22jobId%22%3A%2256111795%22%2C%22jobKind%2...   \n",
       "15  %7B%22jobId%22%3A%2238464227%22%2C%22jobKind%2...   \n",
       "16  %7B%22jobId%22%3A%2247207445%22%2C%22jobKind%2...   \n",
       "17  %7B%22jobId%22%3A%2232526369%22%2C%22jobKind%2...   \n",
       "18  %7B%22jobId%22%3A%2257350125%22%2C%22jobKind%2...   \n",
       "19  %7B%22jobId%22%3A%2257412751%22%2C%22jobKind%2...   \n",
       "20  %7B%22jobId%22%3A%2257157065%22%2C%22jobKind%2...   \n",
       "21  %7B%22jobId%22%3A%2249536051%22%2C%22jobKind%2...   \n",
       "22  %7B%22jobId%22%3A%2252142081%22%2C%22jobKind%2...   \n",
       "23  %7B%22jobId%22%3A%2256286627%22%2C%22jobKind%2...   \n",
       "24  %7B%22jobId%22%3A%2256742421%22%2C%22jobKind%2...   \n",
       "25  %7B%22jobId%22%3A%2253550065%22%2C%22jobKind%2...   \n",
       "26  %7B%22jobId%22%3A%2256729675%22%2C%22jobKind%2...   \n",
       "27  %7B%22jobId%22%3A%2257353437%22%2C%22jobKind%2...   \n",
       "28  %7B%22jobId%22%3A%2244022163%22%2C%22jobKind%2...   \n",
       "29  %7B%22jobId%22%3A%2244892841%22%2C%22jobKind%2...   \n",
       "30  %7B%22jobId%22%3A%2255089575%22%2C%22jobKind%2...   \n",
       "31  %7B%22jobId%22%3A%2243958071%22%2C%22jobKind%2...   \n",
       "32  %7B%22jobId%22%3A%2253637209%22%2C%22jobKind%2...   \n",
       "33  %7B%22jobId%22%3A%2253370887%22%2C%22jobKind%2...   \n",
       "34  %7B%22jobId%22%3A%2253637169%22%2C%22jobKind%2...   \n",
       "35  %7B%22jobId%22%3A%2255701663%22%2C%22jobKind%2...   \n",
       "36  %7B%22jobId%22%3A%2249370351%22%2C%22jobKind%2...   \n",
       "37  %7B%22jobId%22%3A%2256221199%22%2C%22jobKind%2...   \n",
       "38  %7B%22jobId%22%3A%2255397811%22%2C%22jobKind%2...   \n",
       "39  %7B%22jobId%22%3A%2255701661%22%2C%22jobKind%2...   \n",
       "\n",
       "                                           job.labels job.jobId job.jobKind  \\\n",
       "0                                              [产品策划]  57342305           2   \n",
       "1                          [产品规划, 创新能力, 策划能力, 项目管理能力]  50626893           2   \n",
       "2                                              [需求分析]  48420133           2   \n",
       "3                                                  []  56500125           2   \n",
       "4                                                  []  55659871           2   \n",
       "5   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       "6                                                  []  56472625           2   \n",
       "7                            [数据产品, 数据挖掘, 数据分析, 产品规划]  36908035           2   \n",
       "8                           [商业产品, 计算机软件, 需求分析, 需求说明]  45447327           2   \n",
       "9   [工业互联网, Axure, 产品优化, 用户研究, Xmind, Visio, 产品规划,...  51919855           2   \n",
       "10                                                 []  43688015           1   \n",
       "11                                                 []  48531427           2   \n",
       "12  [to B, 产品规划, 需求分析, 用户研究, 市场调研, 电子/半导体/集成电路, 汽车...  42798049           1   \n",
       "13                                       [产品设计, saas]  28814467           2   \n",
       "14  [计算机软件, 工业互联网, 产品设计, 团队管理, 需求分析, 产品规划, 原型设计, 用...  56111795           2   \n",
       "15                                                 []  38464227           2   \n",
       "16                              [SaaS软件, CRM产品, to B]  47207445           2   \n",
       "17        [竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]  32526369           2   \n",
       "18  [电子商务, 批发/零售, 消费品, 需求分析, 产品设计, 团队管理, 产品规划, 流程设...  57350125           2   \n",
       "19                                              [证券业]  57412751           2   \n",
       "20                      [画像产品, 工具产品, 消费品, 产品规划, 用户研究]  57157065           2   \n",
       "21                                                 []  49536051           2   \n",
       "22                                           [硬件产品规划]  52142081           2   \n",
       "23  [金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...  56286627           2   \n",
       "24                                         [电商产品经理  ]  56742421           2   \n",
       "25  [数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...  53550065           2   \n",
       "26                  [定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]  56729675           2   \n",
       "27                  [定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]  57353437           2   \n",
       "28                                  [ppt, 需求分析, 硬件产品]  44022163           2   \n",
       "29                                                 []  44892841           1   \n",
       "30                                             [to G]  55089575           2   \n",
       "31                           [渠道销售, 市场洞察, 团队管理, 销售管理]  43958071           2   \n",
       "32                             [AT变速器, SystemVerilog]  53637209           2   \n",
       "33                                                 []  53370887           2   \n",
       "34                             [AT变速器, SystemVerilog]  53637169           2   \n",
       "35                                           [SaaS系统]  55701663           2   \n",
       "36                                                 []  49370351           2   \n",
       "37                                                 []  56221199           2   \n",
       "38  [.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...  55397811           2   \n",
       "39                                           [SaaS系统]  55701661           2   \n",
       "\n",
       "    job.topJob job.refreshTime  \\\n",
       "0         True  20230328110905   \n",
       "1         True  20230228173210   \n",
       "2         True  20230331081536   \n",
       "3        False  20230227110017   \n",
       "4        False  20230131134221   \n",
       "5        False  20230330103334   \n",
       "6        False  20230224181052   \n",
       "7        False  20210311143004   \n",
       "8        False  20221222105858   \n",
       "9        False  20230331090207   \n",
       "10       False  20230221110513   \n",
       "11       False  20221014084325   \n",
       "12       False  20230328143308   \n",
       "13       False  20200601161000   \n",
       "14       False  20230215084722   \n",
       "15       False  20230331095035   \n",
       "16       False  20230327105053   \n",
       "17       False  20230328152716   \n",
       "18       False  20230328141102   \n",
       "19       False  20230330101712   \n",
       "20       False  20230321153153   \n",
       "21       False  20220928101855   \n",
       "22       False  20230317164333   \n",
       "23       False  20230329180201   \n",
       "24       False  20230307093916   \n",
       "25       False  20230215210109   \n",
       "26       False  20230327111654   \n",
       "27       False  20230328145753   \n",
       "28       False  20211018102103   \n",
       "29       False  20230331091626   \n",
       "30       False  20230309162850   \n",
       "31       False  20221019104805   \n",
       "32       False  20230328095910   \n",
       "33       False  20221025183735   \n",
       "34       False  20230328095858   \n",
       "35       False  20230327135019   \n",
       "36       False  20230213205509   \n",
       "37       False  20230217162717   \n",
       "38       False  20230330082812   \n",
       "39       False  20230327135028   \n",
       "\n",
       "                                            job.title  job.salary   job.dq  \\\n",
       "0                                            安全业务产品策划   8-12k·13薪  上海-浦东新区   \n",
       "1                                                产品经理      15-25k       广州   \n",
       "2                                              软件产品经理      10-16k   郑州-管城区   \n",
       "3                            Product Manager SUV 产品经理        薪资面议   北京-朝阳区   \n",
       "4                       Senior Product Manager-高级产品经理  30-35k·15薪  上海-浦东新区   \n",
       "5                         产品经理（化妆品原料）/Product Manager        薪资面议   广州-天河区   \n",
       "6                               Product Manager/ 产品经理        薪资面议   上海-长宁区   \n",
       "7            Lazada-Data Product Manager-流量数据产品经理（深圳）        薪资面议       深圳   \n",
       "8                              Product Manager / 产品经理        薪资面议       成都   \n",
       "9                                                产品经理      25-35k   南京-江宁区   \n",
       "10                               产品经理 Product Manager  20-22k·14薪       南京   \n",
       "11                    区域产品经理 Regional Product Manager        薪资面议       上海   \n",
       "12                                             产品经理PM      25-45k       苏州   \n",
       "13                             Product Manager (产品经理)      16-21k  上海-浦东新区   \n",
       "14                               数字化高级产品经理 (MJ013569)  30-40k·15薪       宁德   \n",
       "15                                      PM产品经理（移远/模块）  15-25k·13薪   深圳-龙华区   \n",
       "16                                Product Manager产品经理      20-30k   成都-高新区   \n",
       "17                               Product Manager 产品经理        薪资面议       深圳   \n",
       "18                                             IT产品经理      12-20k   广州-白云区   \n",
       "19                                               产品经理      10-20k   武汉-江夏区   \n",
       "20                                    高级产品经理PM（英语口语好）      20-40k   深圳-宝安区   \n",
       "21                                           产品经理（PM）      14-18k   上海-长宁区   \n",
       "22                    Regional Product Manager (产品经理)        薪资面议   成都-高新区   \n",
       "23                     产品经理(移动)（PM0001） (职位编号：PM0001)      15-30k       上海   \n",
       "24                           Product Manager 资深电商产品经理      22-50k   北京-海淀区   \n",
       "25                                         产品经理（PM模块）      11-18k   嘉兴-海盐县   \n",
       "26    Regional Product Manager Cranes APAC 亚太区随车吊产品经理  25-40k·14薪       南通   \n",
       "27  Regional Product Manager Cranes APAC   亚太区随车吊产品经理  25-40k·14薪       南通   \n",
       "28                                             pm产品经理  13-18k·13薪       深圳   \n",
       "29                                产品经理Product Manager  20-22k·15薪       天津   \n",
       "30                               Product Manager 产品经理        薪资面议       上海   \n",
       "31                    产品副经理 Associate Product Manager      20-25k   北京-朝阳区   \n",
       "32  Project & Product Manager of Autonomous Drivin...        薪资面议  上海-浦东新区   \n",
       "33  Product manager for digitalization工业数字化产品经理（南京...        薪资面议   北京-朝阳区   \n",
       "34  Project & Product Manager of Autonomous Drivin...        薪资面议   北京-朝阳区   \n",
       "35                          Product Manager(CRM) 产品经理      20-40k   成都-高新区   \n",
       "36                        产品经理/digtal product manager  25-35k·13薪   上海-虹口区   \n",
       "37                               产品经理/Product Manager        薪资面议   上海-黄浦区   \n",
       "38  Project & Product Manager of Autonomous Drivin...        薪资面议  上海-浦东新区   \n",
       "39                          Product Manager(CRM) 产品经理      20-40k   上海-静安区   \n",
       "\n",
       "    ...                    recruiter.imId  recruiter.imUserType  \\\n",
       "0   ...  3c0c7770c3ce079302f523e94e784db2                     2   \n",
       "1   ...  610f311598231391e37b0b202b2adc1c                     2   \n",
       "2   ...  1b9fee2be48071bc67fc8e340d78b544                     2   \n",
       "3   ...  6bf7c8d0afceed76ee7b65a82243fe9b                     2   \n",
       "4   ...  a56b7700cffa549f5ccdf9963d70cb82                     2   \n",
       "5   ...  0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       "6   ...  59d5771eff4f401fad8732728d6065d6                     2   \n",
       "7   ...  4a4ece35206ffdf578f5885b11a76839                     2   \n",
       "8   ...  05e66dde1f5469778fa263ed17de85b1                     2   \n",
       "9   ...  fadc54c0e7012cbecf3b784bbdf4fe53                     2   \n",
       "10  ...  9418ebe85ff332046042c177f0a1d2b1                     2   \n",
       "11  ...  993247f23540bc9a1118e52d65fb8ab7                     2   \n",
       "12  ...  fe3fbc4d94ca635e0eae969ce9a54d02                     2   \n",
       "13  ...  7ac9225ebe147c72937a45d7910778f0                     2   \n",
       "14  ...  699d7ce64c29deff67766a03c68ce883                     2   \n",
       "15  ...  c7641a69cf38dca278f5885b11a76839                     2   \n",
       "16  ...  d2d1b8fb216557be160bef405ccde8ba                     2   \n",
       "17  ...  c5a554bd369f7ddac0e770cd23fcb1ad                     2   \n",
       "18  ...  c51748c8e2a807e636d8c7038f74fcb7                     2   \n",
       "19  ...  3300d489fac6571a9b730e23f2bd8f83                     2   \n",
       "20  ...  598e3261a17f043a9da65a0dc5ff9f3d                     2   \n",
       "21  ...  ce7ccd785f8b8d8845913e3a4abf94f3                     2   \n",
       "22  ...  c7919f0e6419a916db286ab5a8a082c5                     2   \n",
       "23  ...  7aa0d8a46d39fb2b62cb88e0a323364d                     2   \n",
       "24  ...  cd4881a0ca4e72908868111a467b66bb                     2   \n",
       "25  ...  273743b73b8b405cb8186adbf6c31dd6                     2   \n",
       "26  ...  54d001c83b72632859a7d64ad9817c9f                     2   \n",
       "27  ...  54d001c83b72632859a7d64ad9817c9f                     2   \n",
       "28  ...  c01b7239c29322d914c33c05749ae593                     2   \n",
       "29  ...  7e851e39422316a9c051c4e7ef49e137                     2   \n",
       "30  ...  67300386979fa3d6d6a9d1214a39013b                     2   \n",
       "31  ...  5d3352a2d7afe5e267766a03c68ce883                     2   \n",
       "32  ...  945255696d7beb2c1118e52d65fb8ab7                     2   \n",
       "33  ...  4164f33d00e1d78a351ff05530f680dd                     2   \n",
       "34  ...  945255696d7beb2c1118e52d65fb8ab7                     2   \n",
       "35  ...  d2d1b8fb216557be160bef405ccde8ba                     2   \n",
       "36  ...  244c498c451abbc1063dfc1b00f6daab                     2   \n",
       "37  ...  6535ae399139ebe6df514c63e89fb1b8                     2   \n",
       "38  ...  3af8fdebe74dbbbe76f5ec2df67915bd                     2   \n",
       "39  ...  d2d1b8fb216557be160bef405ccde8ba                     2   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compIndustry       comp.compName  \\\n",
       "0   5f8f9865ea60860b75384fa508u.jpg              通信设备          上海恒联网络有限公司   \n",
       "1   595f31937032648741b616b905a.png              培训服务                优谷朗读   \n",
       "2   626a06ac2e55a3764145526b03u.png             工业自动化             郑煤机数耘科技   \n",
       "3   5f8f9865ea60860b75384fa508u.jpg              整车制造    北京梅赛德斯奔驰销售服务有限公司   \n",
       "4   5f8f986779c7cc70efbf36c008u.jpg             计算机软件            Monotype   \n",
       "5   5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口                仙婷集团   \n",
       "6   5f8f98648dbe6273dcf8515508u.jpg            新闻和出版业  励德爱思唯尔信息技术(北京)有限公司   \n",
       "7   57c4e9d345ce9f0a74a9b8cd04a.png               互联网              阿里巴巴集团   \n",
       "8   5f8f98648dbe6273dcf8515508u.jpg             计算机软件                 维塔士   \n",
       "9   6217570e01e216439725fb8808u.png             计算机软件          南京天洑软件有限公司   \n",
       "10  54d0c343712e13549ab2b96701a.jpg                家电         某国内大型家具家电公司   \n",
       "11  5f8f98648dbe6273dcf8515508u.jpg             机械/设备                豪德机械   \n",
       "12  63999371594b4a36d28791d808u.png              金属制品           某国内金属制品公司   \n",
       "13  5f8f986aea60860b75384fab08u.jpg              培训服务       赫尔马科技(上海)有限公司   \n",
       "14  5f8f986779c7cc70efbf36c008u.jpg               新能源                宁德时代   \n",
       "15  620b0b321cd3cd37445a7c6301u.png       电子/半导体/集成电路                鼎芯无限   \n",
       "16  5f8f9865ea60860b75384fa508u.jpg             计算机软件                维我软件   \n",
       "17  60bef91a67e2645716093e3606u.png               新能源            Sun King   \n",
       "18  612ee8409642e05302411cb105u.png              电子商务                舒客电商   \n",
       "19  5f8f9863f6d1ab58476f246a08u.jpg          基金/证券/期货        东高(北京)科技有限公司   \n",
       "20  5f8f986bdfb13a7dee342f2108u.jpg       电子/半导体/集成电路                合元集团   \n",
       "21  5f8f98698dbe6273dcf8516008u.jpg          食品/饮料/酒水                 拉面说   \n",
       "22  5f8f98648dbe6273dcf8515508u.jpg             机械/设备       莫仕连接器(成都)有限公司   \n",
       "23  5a9f63498e509036ebf34f6d06a.png               互联网                  万得   \n",
       "24  6221c7f64c56d92afb77eebe03u.png            专业技术服务              六合新创科技   \n",
       "25  6384709c34e8df2c1c647dda07u.png              IT服务        杭州致成电子科技有限公司   \n",
       "26  5f8f98648dbe6273dcf8515508u.jpg             机械/设备    三一帕尔菲格特种车辆装备有限公司   \n",
       "27  5f8f98648dbe6273dcf8515508u.jpg             机械/设备    三一帕尔菲格特种车辆装备有限公司   \n",
       "28  616d0eaff3e81c74a137689a06u.png              智能硬件           BroadLink   \n",
       "29  6124674cfeab1239c90f01d601u.png            人力资源服务               某知名公司   \n",
       "30  5f8f9863f6d1ab58476f246a08u.jpg           电气机械/器材                范德兰德   \n",
       "31  5f8f986c79c7cc70efbf36c808u.jpg              医疗器械        北京微仙医疗科技有限公司   \n",
       "32  5f8f98648dbe6273dcf8515508u.jpg              整车制造         戴姆勒／梅赛德斯－奔驰   \n",
       "33  5f8f9866dfb13a7dee342f1808u.jpg             工业自动化                 西门子   \n",
       "34  5f8f98648dbe6273dcf8515508u.jpg              整车制造         戴姆勒／梅赛德斯－奔驰   \n",
       "35  5f8f9865ea60860b75384fa508u.jpg             计算机软件                维我软件   \n",
       "36  5f8f9866dfb13a7dee342f1808u.jpg              整车制造             沃尔沃汽车中国   \n",
       "37  5f8f98648dbe6273dcf8515508u.jpg          食品/饮料/酒水        昂旭(上海)贸易有限公司   \n",
       "38  5f8f986779c7cc70efbf36c008u.jpg              整车制造         戴姆勒／梅赛德斯－奔驰   \n",
       "39  5f8f9865ea60860b75384fa508u.jpg             计算机软件                维我软件   \n",
       "\n",
       "    comp.compId                    comp.compLogo comp.compScale  \\\n",
       "0     7882774.0  5cec9752501544662c83efd102u.png         50-99人   \n",
       "1     9261638.0  62567f498e9e614d7d6d83c506u.png       100-499人   \n",
       "2    13123087.0  626a0b7297ade715722a9cd803u.png         50-99人   \n",
       "3     8621016.0  5bfea4c274719d2aa34cc8c303a.png       500-999人   \n",
       "4    12166219.0  5e6cd41d37483e328d58d03f07u.jpg       500-999人   \n",
       "5     8112968.0  6274ee6d04a5ff469b10880402u.png         50-99人   \n",
       "6     8485003.0  6152bdf0573d7424a46f696a01u.png     2000-5000人   \n",
       "7     1072424.0  5bfe915474719d35745acf0903a.png       10000人以上   \n",
       "8     3215924.0  5bfe9a0f74719df0ac99c18d03a.png     1000-2000人   \n",
       "9     7945005.0  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       "10          NaN  60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       "11    8008979.0  5bfe961b74719df0ac98f54d03a.png       100-499人   \n",
       "12          NaN  60e2fe0bf3df194a3c48adb502u.png         50-99人   \n",
       "13   12261483.0  61b07937d0458d53c627567e02u.jpg                  \n",
       "14    8768998.0  607e80f5177c9d01e71b508a06u.png       10000人以上   \n",
       "15    6145394.0  5fc72c10ddcaaa231891b6af08u.png       100-499人   \n",
       "16    8062928.0  5bfea42f74719d2aa34cad5a03a.png       100-499人   \n",
       "17    8925182.0  62df95e5f56e4b709a9a235203u.png     1000-2000人   \n",
       "18   10038835.0  5ff410cdbebf7311a41e70d804u.png       100-499人   \n",
       "19   10071719.0  61b07937d0458d53c627567e02u.jpg       500-999人   \n",
       "20     852976.0  63f85894ae8ec6724b67f42d03u.png     2000-5000人   \n",
       "21    9705876.0  613183e794a50f4ab32610ff01u.png       100-499人   \n",
       "22   12148213.0  61b07937d0458d53c627567e02u.jpg     2000-5000人   \n",
       "23    8055349.0  5bfe9ac074719df0ac99e43003a.png     2000-5000人   \n",
       "24   12250069.0  6221b9742a9c1049a9a3e8b802u.png       500-999人   \n",
       "25    9655065.0  5bfe969774719df0ac990e4e03a.png       500-999人   \n",
       "26   12269387.0  5fb5c993b1d9242a23ea315003u.png       100-499人   \n",
       "27   12269387.0  5fb5c993b1d9242a23ea315003u.png       100-499人   \n",
       "28   10047697.0  6163dc033df70d56f3b601a406u.png       100-499人   \n",
       "29          NaN  60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       "30    7978881.0  5bfe9fae74719d2aa34bd17803a.png       100-499人   \n",
       "31   12526719.0  6046e1f3b894721491d45d8f07u.png         50-99人   \n",
       "32    8494044.0  592e7a9b70320c7ee19b9c4c04a.jpg       10000人以上   \n",
       "33      33708.0  5bfea48674719d2aa34cbda703a.png       10000人以上   \n",
       "34    8494044.0  592e7a9b70320c7ee19b9c4c04a.jpg       10000人以上   \n",
       "35    8062928.0  5bfea42f74719d2aa34cad5a03a.png       100-499人   \n",
       "36    8083523.0  61dbbbc46f9486679feb36c205u.png       10000人以上   \n",
       "37   13425031.0  63ef2ec7a433107cbfe245ac01u.png          1-49人   \n",
       "38    8494044.0  592e7a9b70320c7ee19b9c4c04a.jpg       10000人以上   \n",
       "39    8062928.0  5bfea42f74719d2aa34cad5a03a.png       100-499人   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0    https://www.liepin.com/company/7882774/            NaN  \n",
       "1    https://www.liepin.com/company/9261638/            NaN  \n",
       "2   https://www.liepin.com/company/13123087/            NaN  \n",
       "3    https://www.liepin.com/company/8621016/            NaN  \n",
       "4   https://www.liepin.com/company/12166219/            已上市  \n",
       "5    https://www.liepin.com/company/8112968/            NaN  \n",
       "6    https://www.liepin.com/company/8485003/            NaN  \n",
       "7    https://www.liepin.com/company/1072424/           港股上市  \n",
       "8    https://www.liepin.com/company/3215924/             C轮  \n",
       "9    https://www.liepin.com/company/7945005/             B轮  \n",
       "10                                                    不需要融资  \n",
       "11   https://www.liepin.com/company/8008979/            NaN  \n",
       "12                                                    融资未公开  \n",
       "13  https://www.liepin.com/company/12261483/            NaN  \n",
       "14   https://www.liepin.com/company/8768998/          创业板上市  \n",
       "15   https://www.liepin.com/company/6145394/            NaN  \n",
       "16   https://www.liepin.com/company/8062928/       其他股票市场上市  \n",
       "17   https://www.liepin.com/company/8925182/             D轮  \n",
       "18  https://www.liepin.com/company/10038835/            NaN  \n",
       "19  https://www.liepin.com/company/10071719/             其他  \n",
       "20    https://www.liepin.com/company/852976/            NaN  \n",
       "21   https://www.liepin.com/company/9705876/             B轮  \n",
       "22  https://www.liepin.com/company/12148213/            NaN  \n",
       "23   https://www.liepin.com/company/8055349/             其他  \n",
       "24  https://www.liepin.com/company/12250069/          融资未公开  \n",
       "25   https://www.liepin.com/company/9655065/             A轮  \n",
       "26  https://www.liepin.com/company/12269387/            NaN  \n",
       "27  https://www.liepin.com/company/12269387/            NaN  \n",
       "28  https://www.liepin.com/company/10047697/             D轮  \n",
       "29                                                      NaN  \n",
       "30   https://www.liepin.com/company/7978881/            NaN  \n",
       "31  https://www.liepin.com/company/12526719/            NaN  \n",
       "32   https://www.liepin.com/company/8494044/            NaN  \n",
       "33     https://www.liepin.com/company/33708/            NaN  \n",
       "34   https://www.liepin.com/company/8494044/            NaN  \n",
       "35   https://www.liepin.com/company/8062928/       其他股票市场上市  \n",
       "36   https://www.liepin.com/company/8083523/            NaN  \n",
       "37  https://www.liepin.com/company/13425031/             其他  \n",
       "38   https://www.liepin.com/company/8494044/            NaN  \n",
       "39   https://www.liepin.com/company/8062928/       其他股票市场上市  \n",
       "\n",
       "[40 rows x 29 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0bc972a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38dde634",
   "metadata": {},
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